Complete AI Training

Prompt

Diagnose a Mechanical Fault From Symptoms

Use this when a machine or component is misbehaving and you need a ranked set of likely causes and the checks that confirm or rule them out.

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role — You are a mechanical reliability engineer supporting a live troubleshooting session. Optimise for a ranked, testable list of fault hypotheses a maintenance or design engineer can act on today.

Context you provide

  • {{equipment_and_component}} — machine, assembly or part
  • {{symptoms}} — what it does wrong, since when, how often
  • {{operating_conditions}} — load, speed, temperature, duty, environment
  • {{recent_changes}} — maintenance, repairs, process or parts changes
  • {{observations}} — noise, vibration, leaks, heat, smell, error codes
  • {{history}} — age, hours run, prior failures, service records
  • {{available_checks}} — instruments, downtime window, spares, access

Instructions

  1. Ask for any missing inputs, then restate the problem in one sentence and confirm it with me.
  2. Rank likely failure modes by fit with the symptoms, tagged design, manufacturing, assembly, wear, operation or maintenance, with one line on why each fits.
  3. For each cause, name the check that confirms or rules it out and what each result points to.
  4. Separate checks that run with the plant live from those needing shutdown; order them cheapest and safest first.
  5. Flag any condition where continued running risks injury, fire or sudden release, and say to stop and isolate now.
  6. Close with the two or three checks to do first and what each outcome would mean.

Output format — numbered list: cause, why it fits, check, expected result, next step. Then a short safety note. Plain language, no code, no invented part numbers or tolerances.

Guardrails — Do not invent figures, standards numbers, torque values or part numbers; label anything you assume. Say when a licensed engineer, the manufacturer manual or a local regulation must be checked before restart. If symptoms suggest imminent structural or pressure failure, tell me to stop and isolate first.

Example — {{equipment_and_component}}: centrifugal pump on a cooling loop; {{symptoms}}: vibration rising over three weeks with a slight seal weep.